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Accelerated image reconstruction in fluorescence molecular tomography using dimension reduction
With the development of charge-coupled device (CCD) camera based non-contact fluorescence molecular tomography (FMT) imaging systems, multi projections and densely sampled fluorescent measurements used in subsequent image reconstruction can be easily obtained. However, challenges still remain in fas...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Optical Society of America
2012
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3539192/ https://www.ncbi.nlm.nih.gov/pubmed/23304643 http://dx.doi.org/10.1364/BOE.4.000001 |
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author | Cao, Xu Wang, Xin Zhang, Bin Liu, Fei Luo, Jianwen Bai, Jing |
author_facet | Cao, Xu Wang, Xin Zhang, Bin Liu, Fei Luo, Jianwen Bai, Jing |
author_sort | Cao, Xu |
collection | PubMed |
description | With the development of charge-coupled device (CCD) camera based non-contact fluorescence molecular tomography (FMT) imaging systems, multi projections and densely sampled fluorescent measurements used in subsequent image reconstruction can be easily obtained. However, challenges still remain in fast image reconstruction because of the large computational burden and memory requirement in the inverse problem. In this work, an accelerated image reconstruction method in FMT using principal components analysis (PCA) is presented to reduce the dimension of the inverse problem. Phantom experiments are performed to verify the feasibility of the proposed method. The results demonstrate that the proposed method can accelerate image reconstruction in FMT almost without quality degradation. |
format | Online Article Text |
id | pubmed-3539192 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2012 |
publisher | Optical Society of America |
record_format | MEDLINE/PubMed |
spelling | pubmed-35391922013-01-09 Accelerated image reconstruction in fluorescence molecular tomography using dimension reduction Cao, Xu Wang, Xin Zhang, Bin Liu, Fei Luo, Jianwen Bai, Jing Biomed Opt Express Image Reconstruction and Inverse Problems With the development of charge-coupled device (CCD) camera based non-contact fluorescence molecular tomography (FMT) imaging systems, multi projections and densely sampled fluorescent measurements used in subsequent image reconstruction can be easily obtained. However, challenges still remain in fast image reconstruction because of the large computational burden and memory requirement in the inverse problem. In this work, an accelerated image reconstruction method in FMT using principal components analysis (PCA) is presented to reduce the dimension of the inverse problem. Phantom experiments are performed to verify the feasibility of the proposed method. The results demonstrate that the proposed method can accelerate image reconstruction in FMT almost without quality degradation. Optical Society of America 2012-12-05 /pmc/articles/PMC3539192/ /pubmed/23304643 http://dx.doi.org/10.1364/BOE.4.000001 Text en © 2012 Optical Society of America http://creativecommons.org/licenses/by-nc-nd/3.0 This is an open-access article distributed under the terms of the Creative Commons Attribution-Noncommercial-No Derivative Works 3.0 Unported License, which permits download and redistribution, provided that the original work is properly cited. This license restricts the article from being modified or used commercially. |
spellingShingle | Image Reconstruction and Inverse Problems Cao, Xu Wang, Xin Zhang, Bin Liu, Fei Luo, Jianwen Bai, Jing Accelerated image reconstruction in fluorescence molecular tomography using dimension reduction |
title | Accelerated image reconstruction in fluorescence molecular tomography using dimension reduction |
title_full | Accelerated image reconstruction in fluorescence molecular tomography using dimension reduction |
title_fullStr | Accelerated image reconstruction in fluorescence molecular tomography using dimension reduction |
title_full_unstemmed | Accelerated image reconstruction in fluorescence molecular tomography using dimension reduction |
title_short | Accelerated image reconstruction in fluorescence molecular tomography using dimension reduction |
title_sort | accelerated image reconstruction in fluorescence molecular tomography using dimension reduction |
topic | Image Reconstruction and Inverse Problems |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3539192/ https://www.ncbi.nlm.nih.gov/pubmed/23304643 http://dx.doi.org/10.1364/BOE.4.000001 |
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